Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 4617 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 613.3 KiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 3 |
Day_Charge is highly overall correlated with Day_Mins | High correlation |
Day_Mins is highly overall correlated with Day_Charge | High correlation |
Eve_Charge is highly overall correlated with Eve_Mins | High correlation |
Eve_Mins is highly overall correlated with Eve_Charge | High correlation |
International_Charge is highly overall correlated with International_Mins | High correlation |
International_Mins is highly overall correlated with International_Charge | High correlation |
Night_Charge is highly overall correlated with Night_Mins | High correlation |
Night_Mins is highly overall correlated with Night_Charge | High correlation |
International_Plan is highly imbalanced (54.2%) | Imbalance |
CustServ_Calls has 951 (20.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-21 13:04:25.855374 |
|---|---|
| Analysis finished | 2025-09-21 13:04:54.339691 |
| Duration | 28.48 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Account_Length
Real number (ℝ)
| Distinct | 218 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.64522 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 74 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 39.597194 |
|---|---|
| Coefficient of variation (CV) | 0.39343342 |
| Kurtosis | -0.092552247 |
| Mean | 100.64522 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.10624769 |
| Sum | 464679 |
| Variance | 1567.9378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 63 | 1.4% |
| 87 | 56 | 1.2% |
| 93 | 54 | 1.2% |
| 105 | 54 | 1.2% |
| 100 | 53 | 1.1% |
| 112 | 53 | 1.1% |
| 101 | 53 | 1.1% |
| 103 | 50 | 1.1% |
| 94 | 50 | 1.1% |
| 78 | 49 | 1.1% |
| Other values (208) | 4082 |
| Value | Count | Frequency (%) |
| 1 | 10 | |
| 2 | 1 | < 0.1% |
| 3 | 8 | |
| 4 | 3 | 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 4 | 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 3 | 0.1% |
| 10 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | |
| 238 | 1 | |
| 233 | 1 | |
| 232 | 2 | |
| 225 | 2 | |
| 224 | 2 | |
| 222 | 1 | |
| 221 | 1 | |
| 217 | 2 | |
| 216 | 1 |
International_Plan
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.2 KiB |
| no | |
|---|---|
| yes |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0965995 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | yes |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| no | 4171 | |
| yes | 446 | 9.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4171 | |
| yes | 446 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 4171 | |
| o | 4171 | |
| y | 446 | 3.1% |
| e | 446 | 3.1% |
| s | 446 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 4171 | |
| o | 4171 | |
| y | 446 | 3.1% |
| e | 446 | 3.1% |
| s | 446 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 4171 | |
| o | 4171 | |
| y | 446 | 3.1% |
| e | 446 | 3.1% |
| s | 446 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 4171 | |
| o | 4171 | |
| y | 446 | 3.1% |
| e | 446 | 3.1% |
| s | 446 | 3.1% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.2677063 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | yes |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 3381 | |
| yes | 1236 | 26.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 3381 | |
| yes | 1236 | 26.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 3381 | |
| o | 3381 | |
| y | 1236 | 8.2% |
| e | 1236 | 8.2% |
| s | 1236 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15087 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 3381 | |
| o | 3381 | |
| y | 1236 | 8.2% |
| e | 1236 | 8.2% |
| s | 1236 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15087 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 3381 | |
| o | 3381 | |
| y | 1236 | 8.2% |
| e | 1236 | 8.2% |
| s | 1236 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15087 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| n | 3381 | |
| o | 3381 | |
| y | 1236 | 8.2% |
| e | 1236 | 8.2% |
| s | 1236 | 8.2% |
Day_Mins
Real number (ℝ)
High correlation 
| Distinct | 1901 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.44715 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.66 |
| Q1 | 143.7 |
| median | 180 |
| Q3 | 216.8 |
| 95-th percentile | 271.1 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 73.1 |
Descriptive statistics
| Standard deviation | 53.98354 |
|---|---|
| Coefficient of variation (CV) | 0.29916537 |
| Kurtosis | -0.042398864 |
| Mean | 180.44715 |
| Median Absolute Deviation (MAD) | 36.4 |
| Skewness | -0.0029482419 |
| Sum | 833124.5 |
| Variance | 2914.2226 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 154 | 10 | 0.2% |
| 189.3 | 10 | 0.2% |
| 184.5 | 9 | 0.2% |
| 177.1 | 9 | 0.2% |
| 159.5 | 9 | 0.2% |
| 180 | 9 | 0.2% |
| 174.5 | 9 | 0.2% |
| 143.7 | 8 | 0.2% |
| 168.6 | 8 | 0.2% |
| 183.4 | 8 | 0.2% |
| Other values (1891) | 4528 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 17.6 | 1 | |
| 18.9 | 1 | |
| 19.5 | 1 | |
| 25.9 | 1 | |
| 27 | 1 |
| Value | Count | Frequency (%) |
| 351.5 | 1 | |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 |
Day_Calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.05436 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.883027 |
|---|---|
| Coefficient of variation (CV) | 0.19872224 |
| Kurtosis | 0.19614677 |
| Mean | 100.05436 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.081013449 |
| Sum | 461951 |
| Variance | 395.33478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 108 | 2.3% |
| 105 | 106 | 2.3% |
| 95 | 101 | 2.2% |
| 97 | 98 | 2.1% |
| 108 | 97 | 2.1% |
| 100 | 96 | 2.1% |
| 94 | 93 | 2.0% |
| 98 | 93 | 2.0% |
| 112 | 93 | 2.0% |
| 92 | 92 | 2.0% |
| Other values (113) | 3640 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 40 | 2 | |
| 42 | 2 | |
| 44 | 4 | |
| 45 | 3 |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 163 | 1 | < 0.1% |
| 160 | 2 | < 0.1% |
| 158 | 3 | |
| 157 | 2 | < 0.1% |
| 156 | 3 | |
| 152 | 2 | < 0.1% |
| 151 | 7 | |
| 150 | 6 | |
| 149 | 2 | < 0.1% |
Day_Charge
Real number (ℝ)
High correlation 
| Distinct | 1901 |
|---|---|
| Distinct (%) | 41.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.676576 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.584 |
| Q1 | 24.43 |
| median | 30.6 |
| Q3 | 36.86 |
| 95-th percentile | 46.09 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.43 |
Descriptive statistics
| Standard deviation | 9.1771455 |
|---|---|
| Coefficient of variation (CV) | 0.29915808 |
| Kurtosis | -0.042263913 |
| Mean | 30.676576 |
| Median Absolute Deviation (MAD) | 6.19 |
| Skewness | -0.0029517679 |
| Sum | 141633.75 |
| Variance | 84.219999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.18 | 10 | 0.2% |
| 32.18 | 10 | 0.2% |
| 31.37 | 9 | 0.2% |
| 30.11 | 9 | 0.2% |
| 27.12 | 9 | 0.2% |
| 30.6 | 9 | 0.2% |
| 29.67 | 9 | 0.2% |
| 24.43 | 8 | 0.2% |
| 28.66 | 8 | 0.2% |
| 31.18 | 8 | 0.2% |
| Other values (1891) | 4528 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 2.13 | 1 | |
| 2.99 | 1 | |
| 3.21 | 1 | |
| 3.32 | 1 | |
| 4.4 | 1 | |
| 4.59 | 1 |
| Value | Count | Frequency (%) |
| 59.76 | 1 | |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 |
Eve_Mins
Real number (ℝ)
High correlation 
| Distinct | 1833 |
|---|---|
| Distinct (%) | 39.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.42909 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.78 |
| Q1 | 165.9 |
| median | 200.8 |
| Q3 | 234 |
| 95-th percentile | 284.12 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 68.1 |
Descriptive statistics
| Standard deviation | 50.557001 |
|---|---|
| Coefficient of variation (CV) | 0.25224383 |
| Kurtosis | 0.043630155 |
| Mean | 200.42909 |
| Median Absolute Deviation (MAD) | 34.1 |
| Skewness | -0.0052798656 |
| Sum | 925381.1 |
| Variance | 2556.0103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 169.9 | 10 | 0.2% |
| 210.6 | 9 | 0.2% |
| 230.9 | 9 | 0.2% |
| 188.8 | 9 | 0.2% |
| 187.5 | 9 | 0.2% |
| 223.5 | 9 | 0.2% |
| 167.6 | 9 | 0.2% |
| 161.7 | 9 | 0.2% |
| 194 | 9 | 0.2% |
| 211.7 | 8 | 0.2% |
| Other values (1823) | 4527 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 22.3 | 1 | |
| 31.2 | 1 | |
| 37.8 | 1 | |
| 41.7 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 47.3 | 1 | |
| 48.1 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 1 | |
| 361.8 | 1 | |
| 354.2 | 1 | |
| 352.1 | 1 | |
| 351.6 | 1 | |
| 350.9 | 1 | |
| 350.5 | 1 | |
| 349.4 | 1 | |
| 348.9 | 1 | |
| 348.5 | 1 |
Eve_Calls
Real number (ℝ)
| Distinct | 125 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.17977 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.821314 |
|---|---|
| Coefficient of variation (CV) | 0.19785745 |
| Kurtosis | 0.13598038 |
| Mean | 100.17977 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.017554065 |
| Sum | 462530 |
| Variance | 392.88449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 111 | 2.4% |
| 97 | 101 | 2.2% |
| 94 | 99 | 2.1% |
| 103 | 99 | 2.1% |
| 101 | 98 | 2.1% |
| 91 | 97 | 2.1% |
| 102 | 95 | 2.1% |
| 106 | 92 | 2.0% |
| 88 | 91 | 2.0% |
| 96 | 91 | 2.0% |
| Other values (115) | 3643 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 | |
| 47 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 4 | |
| 153 | 1 | < 0.1% |
Eve_Charge
Real number (ℝ)
High correlation 
| Distinct | 1621 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.036703 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.098 |
| Q1 | 14.1 |
| median | 17.07 |
| Q3 | 19.89 |
| 95-th percentile | 24.152 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.79 |
Descriptive statistics
| Standard deviation | 4.2973325 |
|---|---|
| Coefficient of variation (CV) | 0.25223967 |
| Kurtosis | 0.043521686 |
| Mean | 17.036703 |
| Median Absolute Deviation (MAD) | 2.9 |
| Skewness | -0.0052518173 |
| Sum | 78658.46 |
| Variance | 18.467066 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.25 | 15 | 0.3% |
| 16.12 | 14 | 0.3% |
| 15.9 | 14 | 0.3% |
| 18.79 | 13 | 0.3% |
| 16.8 | 11 | 0.2% |
| 18.62 | 11 | 0.2% |
| 17.99 | 11 | 0.2% |
| 16.97 | 11 | 0.2% |
| 18.96 | 11 | 0.2% |
| 13.74 | 10 | 0.2% |
| Other values (1611) | 4496 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.9 | 1 | |
| 2.65 | 1 | |
| 3.21 | 1 | |
| 3.54 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.02 | 1 | |
| 4.09 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 1 | |
| 30.75 | 1 | |
| 30.11 | 1 | |
| 29.93 | 1 | |
| 29.89 | 1 | |
| 29.83 | 1 | |
| 29.79 | 1 | |
| 29.7 | 1 | |
| 29.66 | 1 | |
| 29.62 | 1 |
Night_Mins
Real number (ℝ)
High correlation 
| Distinct | 1813 |
|---|---|
| Distinct (%) | 39.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.62393 |
| Minimum | 23.2 |
|---|---|
| Maximum | 395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 23.2 |
|---|---|
| 5-th percentile | 117.28 |
| Q1 | 167.1 |
| median | 200.8 |
| Q3 | 234.9 |
| 95-th percentile | 283.52 |
| Maximum | 395 |
| Range | 371.8 |
| Interquartile range (IQR) | 67.8 |
Descriptive statistics
| Standard deviation | 50.543616 |
|---|---|
| Coefficient of variation (CV) | 0.25193213 |
| Kurtosis | 0.061409178 |
| Mean | 200.62393 |
| Median Absolute Deviation (MAD) | 33.9 |
| Skewness | 0.02051508 |
| Sum | 926280.7 |
| Variance | 2554.6571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 188.2 | 10 | 0.2% |
| 214.6 | 10 | 0.2% |
| 194.3 | 10 | 0.2% |
| 186.2 | 10 | 0.2% |
| 214.7 | 9 | 0.2% |
| 192.7 | 9 | 0.2% |
| 197.4 | 9 | 0.2% |
| 181.2 | 8 | 0.2% |
| 214.4 | 8 | 0.2% |
| 221.6 | 8 | 0.2% |
| Other values (1803) | 4526 |
| Value | Count | Frequency (%) |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 46.7 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 50.9 | 1 | |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 381.6 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 359.9 | 1 | |
| 354.9 | 1 | |
| 352.5 | 1 |
Night_Calls
Real number (ℝ)
| Distinct | 130 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.94412 |
| Minimum | 12 |
|---|---|
| Maximum | 175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 163 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.935053 |
|---|---|
| Coefficient of variation (CV) | 0.19946199 |
| Kurtosis | 0.068815249 |
| Mean | 99.94412 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.030886305 |
| Sum | 461442 |
| Variance | 397.40632 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 115 | 2.5% |
| 102 | 102 | 2.2% |
| 104 | 101 | 2.2% |
| 100 | 100 | 2.2% |
| 91 | 97 | 2.1% |
| 103 | 94 | 2.0% |
| 95 | 94 | 2.0% |
| 94 | 92 | 2.0% |
| 99 | 91 | 2.0% |
| 98 | 91 | 2.0% |
| Other values (120) | 3640 |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 2 | |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 4 | |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 46 | 3 |
| Value | Count | Frequency (%) |
| 175 | 1 | |
| 170 | 1 | |
| 168 | 1 | |
| 166 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 159 | 2 | |
| 158 | 2 |
Night_Charge
Real number (ℝ)
High correlation 
| Distinct | 1012 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.028185 |
| Minimum | 1.04 |
|---|---|
| Maximum | 17.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 1.04 |
|---|---|
| 5-th percentile | 5.278 |
| Q1 | 7.52 |
| median | 9.04 |
| Q3 | 10.57 |
| 95-th percentile | 12.76 |
| Maximum | 17.77 |
| Range | 16.73 |
| Interquartile range (IQR) | 3.05 |
Descriptive statistics
| Standard deviation | 2.2744876 |
|---|---|
| Coefficient of variation (CV) | 0.25193188 |
| Kurtosis | 0.06138035 |
| Mean | 9.028185 |
| Median Absolute Deviation (MAD) | 1.52 |
| Skewness | 0.02050698 |
| Sum | 41683.13 |
| Variance | 5.1732938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.66 | 19 | 0.4% |
| 8.47 | 18 | 0.4% |
| 8.15 | 17 | 0.4% |
| 10.8 | 17 | 0.4% |
| 9.4 | 16 | 0.3% |
| 9.45 | 16 | 0.3% |
| 9.23 | 15 | 0.3% |
| 8.88 | 15 | 0.3% |
| 10.49 | 15 | 0.3% |
| 9.65 | 15 | 0.3% |
| Other values (1002) | 4454 |
| Value | Count | Frequency (%) |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.1 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.29 | 1 | |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 17.17 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 16.2 | 1 | |
| 15.97 | 1 | |
| 15.86 | 1 |
International_Mins
Real number (ℝ)
High correlation 
| Distinct | 168 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.279294 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 23 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.78 |
| Q1 | 8.6 |
| median | 10.3 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.7573614 |
|---|---|
| Coefficient of variation (CV) | 0.26824424 |
| Kurtosis | 0.67160197 |
| Mean | 10.279294 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.22089058 |
| Sum | 47459.5 |
| Variance | 7.6030417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.1 | 81 | 1.8% |
| 9.8 | 81 | 1.8% |
| 11.3 | 77 | 1.7% |
| 10 | 77 | 1.7% |
| 10.5 | 75 | 1.6% |
| 10.1 | 75 | 1.6% |
| 10.6 | 74 | 1.6% |
| 10.9 | 74 | 1.6% |
| 11 | 73 | 1.6% |
| 9.5 | 72 | 1.6% |
| Other values (158) | 3858 |
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 0.4 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19.7 | 1 | < 0.1% |
| 19.3 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 18.9 | 2 | |
| 18.7 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 3 |
International_Calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4338315 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 23 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4576145 |
|---|---|
| Coefficient of variation (CV) | 0.55428685 |
| Kurtosis | 3.3029273 |
| Mean | 4.4338315 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3664196 |
| Sum | 20471 |
| Variance | 6.039869 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 925 | |
| 4 | 881 | |
| 2 | 680 | |
| 5 | 646 | |
| 6 | 460 | |
| 7 | 283 | 6.1% |
| 1 | 245 | 5.3% |
| 8 | 156 | 3.4% |
| 9 | 141 | 3.1% |
| 10 | 70 | 1.5% |
| Other values (11) | 130 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 23 | 0.5% |
| 1 | 245 | 5.3% |
| 2 | 680 | |
| 3 | 925 | |
| 4 | 881 | |
| 5 | 646 | |
| 6 | 460 | |
| 7 | 283 | 6.1% |
| 8 | 156 | 3.4% |
| 9 | 141 | 3.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | 0.1% |
| 15 | 9 | 0.2% |
| 14 | 6 | 0.1% |
| 13 | 19 | |
| 12 | 21 | |
| 11 | 38 |
International_Charge
Real number (ℝ)
High correlation 
| Distinct | 168 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7759259 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 23 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.564 |
| Q1 | 2.32 |
| median | 2.78 |
| Q3 | 3.27 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.74441288 |
|---|---|
| Coefficient of variation (CV) | 0.26816741 |
| Kurtosis | 0.67251785 |
| Mean | 2.7759259 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.22134225 |
| Sum | 12816.45 |
| Variance | 0.55415053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 81 | 1.8% |
| 2.65 | 81 | 1.8% |
| 3.05 | 77 | 1.7% |
| 2.7 | 77 | 1.7% |
| 2.84 | 75 | 1.6% |
| 2.73 | 75 | 1.6% |
| 2.86 | 74 | 1.6% |
| 2.94 | 74 | 1.6% |
| 2.97 | 73 | 1.6% |
| 2.57 | 72 | 1.6% |
| Other values (158) | 3858 |
| Value | Count | Frequency (%) |
| 0 | 23 | |
| 0.11 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 2 | < 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 2 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 5.32 | 1 | < 0.1% |
| 5.21 | 1 | < 0.1% |
| 5.18 | 1 | < 0.1% |
| 5.1 | 2 | |
| 5.05 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.94 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 3 |
CustServ_Calls
Real number (ℝ)
Zeros 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5670349 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 951 |
| Zeros (%) | 20.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 36.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3070187 |
|---|---|
| Coefficient of variation (CV) | 0.83407121 |
| Kurtosis | 1.5150264 |
| Mean | 1.5670349 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0468003 |
| Sum | 7235 |
| Variance | 1.7082978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1651 | |
| 2 | 1031 | |
| 0 | 951 | |
| 3 | 616 | 13.3% |
| 4 | 234 | 5.1% |
| 5 | 89 | 1.9% |
| 6 | 28 | 0.6% |
| 7 | 13 | 0.3% |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 951 | |
| 1 | 1651 | |
| 2 | 1031 | |
| 3 | 616 | 13.3% |
| 4 | 234 | 5.1% |
| 5 | 89 | 1.9% |
| 6 | 28 | 0.6% |
| 7 | 13 | 0.3% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 13 | 0.3% |
| 6 | 28 | 0.6% |
| 5 | 89 | 1.9% |
| 4 | 234 | 5.1% |
| 3 | 616 | 13.3% |
| 2 | 1031 | |
| 1 | 1651 | |
| 0 | 951 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.8579164 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | False. |
|---|---|
| 2nd row | False. |
| 3rd row | False. |
| 4th row | False. |
| 5th row | False. |
Common Values
| Value | Count | Frequency (%) |
| False. | 3961 | |
| True. | 656 | 14.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| false | 3961 | |
| true | 656 | 14.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4617 | ||
| e | 4617 | |
| . | 4617 | |
| F | 3961 | |
| l | 3961 | |
| a | 3961 | |
| s | 3961 | |
| T | 656 | 2.1% |
| r | 656 | 2.1% |
| u | 656 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 31663 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| e | 4617 | |
| . | 4617 | |
| F | 3961 | |
| l | 3961 | |
| a | 3961 | |
| s | 3961 | |
| T | 656 | 2.1% |
| r | 656 | 2.1% |
| u | 656 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 31663 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| e | 4617 | |
| . | 4617 | |
| F | 3961 | |
| l | 3961 | |
| a | 3961 | |
| s | 3961 | |
| T | 656 | 2.1% |
| r | 656 | 2.1% |
| u | 656 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 31663 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4617 | ||
| e | 4617 | |
| . | 4617 | |
| F | 3961 | |
| l | 3961 | |
| a | 3961 | |
| s | 3961 | |
| T | 656 | 2.1% |
| r | 656 | 2.1% |
| u | 656 | 2.1% |
Interactions
Correlations
| Account_Length | Churn | CustServ_Calls | Day_Calls | Day_Charge | Day_Mins | Eve_Calls | Eve_Charge | Eve_Mins | International_Calls | International_Charge | International_Mins | International_Plan | Night_Calls | Night_Charge | Night_Mins | VMail_Plan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account_Length | 1.000 | 0.000 | -0.004 | 0.028 | 0.009 | 0.009 | 0.014 | -0.010 | -0.010 | 0.027 | 0.010 | 0.010 | 0.000 | -0.006 | -0.004 | -0.004 | 0.000 |
| Churn | 0.000 | 1.000 | 0.315 | 0.035 | 0.352 | 0.352 | 0.000 | 0.081 | 0.081 | 0.081 | 0.056 | 0.056 | 0.256 | 0.000 | 0.025 | 0.026 | 0.108 |
| CustServ_Calls | -0.004 | 0.315 | 1.000 | -0.014 | -0.013 | -0.013 | 0.014 | -0.022 | -0.022 | -0.008 | -0.022 | -0.022 | 0.026 | -0.003 | -0.019 | -0.019 | 0.026 |
| Day_Calls | 0.028 | 0.035 | -0.014 | 1.000 | -0.000 | -0.000 | 0.012 | -0.003 | -0.003 | 0.009 | 0.008 | 0.008 | 0.000 | -0.011 | 0.011 | 0.011 | 0.000 |
| Day_Charge | 0.009 | 0.352 | -0.013 | -0.000 | 1.000 | 1.000 | 0.012 | -0.012 | -0.012 | -0.006 | -0.016 | -0.016 | 0.040 | 0.003 | -0.001 | -0.001 | 0.032 |
| Day_Mins | 0.009 | 0.352 | -0.013 | -0.000 | 1.000 | 1.000 | 0.012 | -0.012 | -0.012 | -0.006 | -0.016 | -0.016 | 0.039 | 0.003 | -0.001 | -0.001 | 0.032 |
| Eve_Calls | 0.014 | 0.000 | 0.014 | 0.012 | 0.012 | 0.012 | 1.000 | 0.000 | 0.000 | 0.006 | -0.006 | -0.006 | 0.000 | -0.018 | 0.010 | 0.010 | 0.000 |
| Eve_Charge | -0.010 | 0.081 | -0.022 | -0.003 | -0.012 | -0.012 | 0.000 | 1.000 | 1.000 | 0.008 | 0.009 | 0.009 | 0.000 | 0.014 | -0.018 | -0.018 | 0.042 |
| Eve_Mins | -0.010 | 0.081 | -0.022 | -0.003 | -0.012 | -0.012 | 0.000 | 1.000 | 1.000 | 0.008 | 0.009 | 0.009 | 0.006 | 0.014 | -0.018 | -0.018 | 0.041 |
| International_Calls | 0.027 | 0.081 | -0.008 | 0.009 | -0.006 | -0.006 | 0.006 | 0.008 | 0.008 | 1.000 | 0.008 | 0.008 | 0.000 | 0.002 | -0.009 | -0.009 | 0.000 |
| International_Charge | 0.010 | 0.056 | -0.022 | 0.008 | -0.016 | -0.016 | -0.006 | 0.009 | 0.009 | 0.008 | 1.000 | 1.000 | 0.005 | -0.001 | -0.004 | -0.004 | 0.000 |
| International_Mins | 0.010 | 0.056 | -0.022 | 0.008 | -0.016 | -0.016 | -0.006 | 0.009 | 0.009 | 0.008 | 1.000 | 1.000 | 0.005 | -0.001 | -0.004 | -0.004 | 0.000 |
| International_Plan | 0.000 | 0.256 | 0.026 | 0.000 | 0.040 | 0.039 | 0.000 | 0.000 | 0.006 | 0.000 | 0.005 | 0.005 | 1.000 | 0.000 | 0.053 | 0.053 | 0.000 |
| Night_Calls | -0.006 | 0.000 | -0.003 | -0.011 | 0.003 | 0.003 | -0.018 | 0.014 | 0.014 | 0.002 | -0.001 | -0.001 | 0.000 | 1.000 | 0.020 | 0.021 | 0.000 |
| Night_Charge | -0.004 | 0.025 | -0.019 | 0.011 | -0.001 | -0.001 | 0.010 | -0.018 | -0.018 | -0.009 | -0.004 | -0.004 | 0.053 | 0.020 | 1.000 | 1.000 | 0.013 |
| Night_Mins | -0.004 | 0.026 | -0.019 | 0.011 | -0.001 | -0.001 | 0.010 | -0.018 | -0.018 | -0.009 | -0.004 | -0.004 | 0.053 | 0.021 | 1.000 | 1.000 | 0.012 |
| VMail_Plan | 0.000 | 0.108 | 0.026 | 0.000 | 0.032 | 0.032 | 0.000 | 0.042 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.012 | 1.000 |
Missing values
Sample
| Account_Length | International_Plan | VMail_Plan | Day_Mins | Day_Calls | Day_Charge | Eve_Mins | Eve_Calls | Eve_Charge | Night_Mins | Night_Calls | Night_Charge | International_Mins | International_Calls | International_Charge | CustServ_Calls | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 128 | no | yes | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 | False. |
| 1 | 107 | no | yes | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | False. |
| 2 | 137 | no | no | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | False. |
| 3 | 84 | yes | no | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | False. |
| 4 | 75 | yes | no | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | False. |
| 5 | 118 | yes | no | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 6.3 | 6 | 1.70 | 0 | False. |
| 6 | 121 | no | yes | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | False. |
| 7 | 147 | yes | no | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | False. |
| 8 | 117 | no | no | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 8.7 | 4 | 2.35 | 1 | False. |
| 9 | 141 | yes | yes | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | False. |
| Account_Length | International_Plan | VMail_Plan | Day_Mins | Day_Calls | Day_Charge | Eve_Mins | Eve_Calls | Eve_Charge | Night_Mins | Night_Calls | Night_Charge | International_Mins | International_Calls | International_Charge | CustServ_Calls | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4607 | 76 | no | no | 168.4 | 74 | 28.63 | 161.0 | 83 | 13.69 | 147.4 | 117 | 6.63 | 8.0 | 4 | 2.16 | 1 | False. |
| 4608 | 89 | no | yes | 197.8 | 84 | 33.63 | 223.2 | 117 | 18.97 | 201.7 | 132 | 9.08 | 5.7 | 4 | 1.54 | 1 | False. |
| 4609 | 128 | no | no | 212.4 | 118 | 36.11 | 148.6 | 108 | 12.63 | 214.8 | 98 | 9.67 | 9.8 | 5 | 2.65 | 1 | False. |
| 4610 | 138 | no | no | 63.7 | 114 | 10.83 | 212.2 | 132 | 18.04 | 247.6 | 114 | 11.14 | 8.8 | 4 | 2.38 | 0 | False. |
| 4611 | 90 | no | no | 193.8 | 90 | 32.95 | 206.6 | 98 | 17.56 | 153.3 | 120 | 6.90 | 10.1 | 9 | 2.73 | 3 | False. |
| 4612 | 57 | no | yes | 144.0 | 81 | 24.48 | 187.2 | 112 | 15.91 | 158.6 | 122 | 7.14 | 8.5 | 6 | 2.30 | 3 | False. |
| 4613 | 177 | no | yes | 189.0 | 91 | 32.13 | 303.1 | 96 | 25.76 | 163.6 | 116 | 7.36 | 15.7 | 1 | 4.24 | 3 | False. |
| 4614 | 67 | no | yes | 127.5 | 126 | 21.68 | 296.1 | 129 | 25.17 | 200.9 | 91 | 9.04 | 13.0 | 3 | 3.51 | 1 | False. |
| 4615 | 98 | no | yes | 168.9 | 98 | 28.71 | 226.3 | 117 | 19.24 | 165.5 | 96 | 7.45 | 14.3 | 3 | 3.86 | 0 | False. |
| 4616 | 140 | no | no | 204.7 | 100 | 34.80 | 126.8 | 107 | 10.78 | 202.8 | 115 | 9.13 | 12.1 | 4 | 3.27 | 2 | False. |